Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	869
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	122.3 KiB
Average record size in memory	144.1 B

Variable types

NUM	17
CAT	1

Reproduction

Analysis started	2020-06-13 15:26:37.161043
Analysis finished	2020-06-13 15:27:52.104370
Duration	1 minute and 14.94 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`ZAT` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `ZAT`	High correlation
`N_DESTINO` is highly correlated with `N_ORIGEN`	High correlation
`N_ORIGEN` is highly correlated with `N_DESTINO`	High correlation
`25-59` is highly correlated with `20-24` and 6 other fields	High correlation
`20-24` is highly correlated with `25-59` and 5 other fields	High correlation
`5-19` is highly correlated with `20-24` and 5 other fields	High correlation
`MEDIA` is highly correlated with `20-24` and 5 other fields	High correlation
`NINGUNA` is highly correlated with `20-24` and 5 other fields	High correlation
`SUPERIOR` is highly correlated with `25-59` and 1 other fields	High correlation
`60+` is highly correlated with `SUPERIOR`	High correlation
`HOMBRE` is highly correlated with `20-24` and 5 other fields	High correlation
`MUJER` is highly correlated with `20-24` and 5 other fields	High correlation
`df_index` has unique values	Unique
`ZAT` has unique values	Unique
`N_ORIGEN` has 177 (20.4%) zeros	Zeros
`N_DESTINO` has 176 (20.3%) zeros	Zeros
`ESTRATO` has 144 (16.6%) zeros	Zeros
`CUPOS` has 752 (86.5%) zeros	Zeros
`PARQUEADEROS` has 710 (81.7%) zeros	Zeros
`NINGUNA` has 24 (2.8%) zeros	Zeros
`POSGRADO` has 26 (3.0%) zeros	Zeros

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	869
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	446.8124280782509
Minimum	0
Maximum	921
Zeros	1
Zeros (%)	0.1%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	46.4
Q1	224
median	448
Q3	666
95-th percentile	849.6
Maximum	921
Range	921
Interquartile range (IQR)	442

Descriptive statistics

Standard deviation	258.2122078
Coefficient of variation (CV)	0.577898446
Kurtosis	-1.169368386
Mean	446.8124281
Median Absolute Deviation (MAD)	221
Skewness	0.01336040031
Sum	388280
Variance	66673.54427

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
921	1	0.1%
292	1	0.1%
305	1	0.1%
304	1	0.1%
303	1	0.1%
302	1	0.1%
301	1	0.1%
300	1	0.1%
299	1	0.1%
298	1	0.1%
Other values (859)	859	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%

Value	Count	Frequency (%)
921	1	0.1%
919	1	0.1%
918	1	0.1%
917	1	0.1%
916	1	0.1%

ZAT
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	869
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	467.2819332566168
Minimum	1
Maximum	1141
Zeros	0
Zeros (%)	0.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	1
5-th percentile	47.4
Q1	225
median	449
Q3	667
95-th percentile	1000.6
Maximum	1141
Range	1140
Interquartile range (IQR)	442

Descriptive statistics

Standard deviation	290.5735983
Coefficient of variation (CV)	0.621837862
Kurtosis	-0.806822074
Mean	467.2819333
Median Absolute Deviation (MAD)	221
Skewness	0.3346302649
Sum	406068
Variance	84433.01604

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1141	1	0.1%
293	1	0.1%
306	1	0.1%
305	1	0.1%
304	1	0.1%
303	1	0.1%
302	1	0.1%
301	1	0.1%
300	1	0.1%
299	1	0.1%
Other values (859)	859	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%

Value	Count	Frequency (%)
1141	1	0.1%
1070	1	0.1%
1069	1	0.1%
1068	1	0.1%
1067	1	0.1%

N_ORIGEN
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	690
Unique (%)	79.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	944.7838377589818
Minimum	0.0
Maximum	12494.83348649324
Zeros	177
Zeros (%)	20.4%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	72.82267097
median	465.4952839
Q3	1186.811789
95-th percentile	3669.699451
Maximum	12494.83349
Range	12494.83349
Interquartile range (IQR)	1113.989118

Descriptive statistics

Standard deviation	1454.671114
Coefficient of variation (CV)	1.539686705
Kurtosis	17.51878753
Mean	944.7838378
Median Absolute Deviation (MAD)	465.4952839
Skewness	3.537384794
Sum	821017.155
Variance	2116068.051

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	177	20.4%
156.5007965	2	0.2%
28.63251865	2	0.2%
192.1900338	2	0.2%
199.1705691	1	0.1%
767.0150787	1	0.1%
388.5127006	1	0.1%
124.7152068	1	0.1%
2727.341047	1	0.1%
4169.698737	1	0.1%
Other values (680)	680	78.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	177	20.4%
2.835511132	1	0.1%
5.322238278	1	0.1%
14.07770981	1	0.1%
14.97771091	1	0.1%

Value	Count	Frequency (%)
12494.83349	1	0.1%
12198.97985	1	0.1%
11355.91146	1	0.1%
10596.32379	1	0.1%
8703.699342	1	0.1%

N_DESTINO
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	692
Unique (%)	79.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	940.166239917363
Minimum	0.0
Maximum	12327.549730943923
Zeros	176
Zeros (%)	20.3%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	71.54733971
median	494.259481
Q3	1213.179891
95-th percentile	3438.564018
Maximum	12327.54973
Range	12327.54973
Interquartile range (IQR)	1141.632552

Descriptive statistics

Standard deviation	1430.842701
Coefficient of variation (CV)	1.521903936
Kurtosis	17.58564723
Mean	940.1662399
Median Absolute Deviation (MAD)	494.259481
Skewness	3.507784693
Sum	817004.4625
Variance	2047310.834

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	176	20.3%
192.1900338	2	0.2%
388.5127006	2	0.2%
2202.325304	1	0.1%
120.0615076	1	0.1%
249.4304137	1	0.1%
1302.202649	1	0.1%
1612.805816	1	0.1%
837.5842286	1	0.1%
419.3209934	1	0.1%
Other values (682)	682	78.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	176	20.3%
2.22393528	1	0.1%
2.835511132	1	0.1%
9.767766992	1	0.1%
14.01278085	1	0.1%

Value	Count	Frequency (%)
12327.54973	1	0.1%
11916.572	1	0.1%
11520.85389	1	0.1%
10810.58531	1	0.1%
8002.286687	1	0.1%

ESTRATO
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.486766398158803
Minimum	0.0
Maximum	6.0
Zeros	144
Zeros (%)	16.6%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	3
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.594596945
Coefficient of variation (CV)	0.6412331074
Kurtosis	-0.3073776538
Mean	2.486766398
Median Absolute Deviation (MAD)	1
Skewness	0.1616909652
Sum	2161
Variance	2.542739417

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	276	31.8%
2	197	22.7%
0	144	16.6%
4	100	11.5%
1	67	7.7%
6	47	5.4%
5	38	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	144	16.6%
1	67	7.7%
2	197	22.7%
3	276	31.8%
4	100	11.5%

Value	Count	Frequency (%)
6	47	5.4%
5	38	4.4%
4	100	11.5%
3	276	31.8%
2	197	22.7%

USO
Categorical

Distinct count	8
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	6.8 KiB

RESIDENCIAL	713
OTROS	103
BODEGAS	21
OFICINAS	15
UNIVERSIDADES Y COLEGIOS	7
Other values (3)	10

Common Values
Length

Value	Count	Frequency (%)
RESIDENCIAL	713	82.0%
OTROS	103	11.9%
BODEGAS	21	2.4%
OFICINAS	15	1.7%
UNIVERSIDADES Y COLEGIOS	7	0.8%
COMERCIO	7	0.8%
INDUSTRIA	2	0.2%
CLINICAS, HOSPITALES, CENTROS MEDICOS	1	0.1%

Length

Max length	37
Median length	11
Mean length	10.24626007
Min length	5

CUPOS
Real number (ℝ_≥0)

ZEROS

Distinct count	77
Unique (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.627157652474109
Minimum	0.0
Maximum	785.0
Zeros	752
Zeros (%)	86.5%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	96
Maximum	785
Range	785
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	67.78208849
Coefficient of variation (CV)	4.337454705
Kurtosis	59.51133888
Mean	15.62715765
Median Absolute Deviation (MAD)	0
Skewness	7.021085544
Sum	13580
Variance	4594.41152

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	752	86.5%
12	15	1.7%
22	5	0.6%
48	4	0.5%
20	3	0.3%
38	3	0.3%
60	3	0.3%
50	2	0.2%
100	2	0.2%
15	2	0.2%
Other values (67)	78	9.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	752	86.5%
12	15	1.7%
13	1	0.1%
14	2	0.2%
15	2	0.2%

Value	Count	Frequency (%)
785	1	0.1%
720	1	0.1%
710	1	0.1%
568	1	0.1%
532	1	0.1%

PARQUEADEROS
Real number (ℝ_≥0)

ZEROS

Distinct count	13
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.44994246260069043
Minimum	0.0
Maximum	15.0
Zeros	710
Zeros (%)	81.7%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	15
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.369126541
Coefficient of variation (CV)	3.042892491
Kurtosis	36.09729195
Mean	0.4499424626
Median Absolute Deviation (MAD)	0
Skewness	5.193863619
Sum	391
Variance	1.874507485

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	710	81.7%
1	73	8.4%
2	36	4.1%
3	23	2.6%
4	7	0.8%
6	6	0.7%
5	5	0.6%
8	2	0.2%
9	2	0.2%
7	2	0.2%
Other values (3)	3	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	710	81.7%
1	73	8.4%
2	36	4.1%
3	23	2.6%
4	7	0.8%

Value	Count	Frequency (%)
15	1	0.1%
13	1	0.1%
12	1	0.1%
9	2	0.2%
8	2	0.2%

20-24
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	682
Unique (%)	78.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	868.5707710011508
Minimum	0.0
Maximum	7132.0
Zeros	3
Zeros (%)	0.3%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	11.4
Q1	203
median	536
Q3	1175
95-th percentile	2768.8
Maximum	7132
Range	7132
Interquartile range (IQR)	972

Descriptive statistics

Standard deviation	981.4787084
Coefficient of variation (CV)	1.129992789
Kurtosis	7.352009216
Mean	868.570771
Median Absolute Deviation (MAD)	402
Skewness	2.311946771
Sum	754788
Variance	963300.455

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	12	1.4%
2	8	0.9%
1	6	0.7%
152	4	0.5%
414	4	0.5%
454	3	0.3%
0	3	0.3%
399	3	0.3%
13	3	0.3%
201	3	0.3%
Other values (672)	820	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.3%
1	6	0.7%
2	8	0.9%
3	2	0.2%
4	12	1.4%

Value	Count	Frequency (%)
7132	1	0.1%
7029	1	0.1%
5771	1	0.1%
5734	1	0.1%
5509	1	0.1%

25-59
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	818
Unique (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4564.827387802071
Minimum	0.0
Maximum	35334.0
Zeros	1
Zeros (%)	0.1%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	69.6
Q1	1168
median	3012
Q3	6312
95-th percentile	14592.8
Maximum	35334
Range	35334
Interquartile range (IQR)	5144

Descriptive statistics

Standard deviation	4839.297346
Coefficient of variation (CV)	1.060127127
Kurtosis	5.943113293
Mean	4564.827388
Median Absolute Deviation (MAD)	2214
Skewness	2.077523778
Sum	3966835
Variance	23418798.8

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21	4	0.5%
89	3	0.3%
3245	3	0.3%
1191	2	0.2%
475	2	0.2%
75	2	0.2%
2474	2	0.2%
4799	2	0.2%
1258	2	0.2%
2829	2	0.2%
Other values (808)	845	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
4	1	0.1%
5	2	0.2%
6	1	0.1%
9	2	0.2%

Value	Count	Frequency (%)
35334	1	0.1%
29644	1	0.1%
29215	1	0.1%
27122	1	0.1%
26676	1	0.1%

5-19
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	763
Unique (%)	87.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1856.7502876869964
Minimum	0.0
Maximum	16906.0
Zeros	1
Zeros (%)	0.1%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	35
Q1	366
median	1052
Q3	2548
95-th percentile	5964.8
Maximum	16906
Range	16906
Interquartile range (IQR)	2182

Descriptive statistics

Standard deviation	2202.229226
Coefficient of variation (CV)	1.186066452
Kurtosis	8.427927685
Mean	1856.750288
Median Absolute Deviation (MAD)	841
Skewness	2.450172628
Sum	1613516
Variance	4849813.563

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	7	0.8%
7	5	0.6%
46	4	0.5%
14	3	0.3%
35	3	0.3%
19	3	0.3%
57	3	0.3%
280	3	0.3%
228	3	0.3%
1	3	0.3%
Other values (753)	832	95.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	3	0.3%
2	7	0.8%
4	2	0.2%
5	2	0.2%

Value	Count	Frequency (%)
16906	1	0.1%
15892	1	0.1%
12722	1	0.1%
12665	1	0.1%
12472	1	0.1%

60+
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	711
Unique (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1170.14499424626
Minimum	0.0
Maximum	7654.0
Zeros	2
Zeros (%)	0.2%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	13.4
Q1	325
median	858
Q3	1695
95-th percentile	3385.2
Maximum	7654
Range	7654
Interquartile range (IQR)	1370

Descriptive statistics

Standard deviation	1102.997532
Coefficient of variation (CV)	0.9426161178
Kurtosis	2.992686669
Mean	1170.144994
Median Absolute Deviation (MAD)	619
Skewness	1.5105982
Sum	1016856
Variance	1216603.555

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	9	1.0%
5	8	0.9%
23	5	0.6%
7	4	0.5%
1	4	0.5%
780	4	0.5%
4	4	0.5%
1428	4	0.5%
24	4	0.5%
35	4	0.5%
Other values (701)	819	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.2%
1	4	0.5%
2	9	1.0%
3	3	0.3%
4	4	0.5%

Value	Count	Frequency (%)
7654	1	0.1%
5977	1	0.1%
5667	1	0.1%
5617	1	0.1%
5595	1	0.1%

MEDIA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	817
Unique (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4968.350978135788
Minimum	0.0
Maximum	45419.0
Zeros	2
Zeros (%)	0.2%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	52.4
Q1	817
median	2717
Q3	6939
95-th percentile	16842
Maximum	45419
Range	45419
Interquartile range (IQR)	6122

Descriptive statistics

Standard deviation	6191.537257
Coefficient of variation (CV)	1.246195626
Kurtosis	8.206675264
Mean	4968.350978
Median Absolute Deviation (MAD)	2274
Skewness	2.465831841
Sum	4317497
Variance	38335133.61

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
15	4	0.5%
3	4	0.5%
72	3	0.3%
726	3	0.3%
21	3	0.3%
30	3	0.3%
253	2	0.2%
3311	2	0.2%
2959	2	0.2%
101	2	0.2%
Other values (807)	841	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.2%
3	4	0.5%
4	1	0.1%
5	2	0.2%
6	1	0.1%

Value	Count	Frequency (%)
45419	1	0.1%
43611	1	0.1%
37672	1	0.1%
36081	1	0.1%
35471	1	0.1%

NINGUNA
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	342
Unique (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	138.228998849252
Minimum	0.0
Maximum	1034.0
Zeros	24
Zeros (%)	2.8%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	37
median	93
Q3	191
95-th percentile	434
Maximum	1034
Range	1034
Interquartile range (IQR)	154

Descriptive statistics

Standard deviation	142.8258802
Coefficient of variation (CV)	1.03325555
Kurtosis	4.767976074
Mean	138.2289988
Median Absolute Deviation (MAD)	67
Skewness	1.893161917
Sum	120121
Variance	20399.23206

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	24	2.8%
1	16	1.8%
2	11	1.3%
3	10	1.2%
4	9	1.0%
38	9	1.0%
13	9	1.0%
35	8	0.9%
74	8	0.9%
52	8	0.9%
Other values (332)	757	87.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	2.8%
1	16	1.8%
2	11	1.3%
3	10	1.2%
4	9	1.0%

Value	Count	Frequency (%)
1034	1	0.1%
853	1	0.1%
798	1	0.1%
795	1	0.1%
730	1	0.1%

POSGRADO
Real number (ℝ_≥0)

ZEROS

Distinct count	534
Unique (%)	61.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	524.3325661680092
Minimum	0.0
Maximum	5160.0
Zeros	26
Zeros (%)	3.0%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	52
median	207
Q3	596
95-th percentile	2364.8
Maximum	5160
Range	5160
Interquartile range (IQR)	544

Descriptive statistics

Standard deviation	801.0081356
Coefficient of variation (CV)	1.527671915
Kurtosis	7.547539893
Mean	524.3325662
Median Absolute Deviation (MAD)	190
Skewness	2.592524364
Sum	455645
Variance	641614.0333

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	26	3.0%
1	13	1.5%
3	10	1.2%
4	9	1.0%
5	9	1.0%
2	9	1.0%
8	8	0.9%
10	7	0.8%
11	7	0.8%
6	6	0.7%
Other values (524)	765	88.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	3.0%
1	13	1.5%
2	9	1.0%
3	10	1.2%
4	9	1.0%

Value	Count	Frequency (%)
5160	1	0.1%
4856	1	0.1%
4642	1	0.1%
4464	1	0.1%
4437	1	0.1%

SUPERIOR
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	790
Unique (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2633.9113924050635
Minimum	0.0
Maximum	21871.0
Zeros	1
Zeros (%)	0.1%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	33
Q1	671
median	1744
Q3	3634
95-th percentile	8664
Maximum	21871
Range	21871
Interquartile range (IQR)	2963

Descriptive statistics

Standard deviation	2837.499961
Coefficient of variation (CV)	1.077295147
Kurtosis	6.70029891
Mean	2633.911392
Median Absolute Deviation (MAD)	1266
Skewness	2.130007367
Sum	2288869
Variance	8051406.03

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	5	0.6%
3	5	0.6%
2	4	0.5%
4	3	0.3%
11	3	0.3%
22	3	0.3%
57	3	0.3%
1371	3	0.3%
1849	3	0.3%
615	2	0.2%
Other values (780)	835	96.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	2	0.2%
2	4	0.5%
3	5	0.6%
4	3	0.3%

Value	Count	Frequency (%)
21871	1	0.1%
20743	1	0.1%
17605	1	0.1%
15895	1	0.1%
14256	1	0.1%

HOMBRE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	823
Unique (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4280.853855005754
Minimum	0.0
Maximum	32453.0
Zeros	1
Zeros (%)	0.1%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	68.8
Q1	1083
median	2785
Q3	6045
95-th percentile	12987
Maximum	32453
Range	32453
Interquartile range (IQR)	4962

Descriptive statistics

Standard deviation	4560.571956
Coefficient of variation (CV)	1.065341661
Kurtosis	6.115608155
Mean	4280.853855
Median Absolute Deviation (MAD)	2105
Skewness	2.105020196
Sum	3720062
Variance	20798816.57

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
19	5	0.6%
1370	3	0.3%
91	3	0.3%
1331	2	0.2%
15	2	0.2%
977	2	0.2%
1450	2	0.2%
62	2	0.2%
2500	2	0.2%
2015	2	0.2%
Other values (813)	844	97.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
5	2	0.2%
6	2	0.2%
7	1	0.1%
8	1	0.1%

Value	Count	Frequency (%)
32453	1	0.1%
30388	1	0.1%
25670	1	0.1%
25474	1	0.1%
25056	1	0.1%

MUJER
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	820
Unique (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4697.983889528194
Minimum	0.0
Maximum	35785.0
Zeros	1
Zeros (%)	0.1%
Memory size	6.8 KiB

Quantile statistics

Minimum	0
5-th percentile	64
Q1	1164
median	3103
Q3	6609
95-th percentile	14409.2
Maximum	35785
Range	35785
Interquartile range (IQR)	5445

Descriptive statistics

Standard deviation	4974.68218
Coefficient of variation (CV)	1.058897241
Kurtosis	5.788533531
Mean	4697.98389
Median Absolute Deviation (MAD)	2306
Skewness	2.051922371
Sum	4082548
Variance	24747462.79

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
17	4	0.5%
31	3	0.3%
8	3	0.3%
64	3	0.3%
660	3	0.3%
15	3	0.3%
160	3	0.3%
47	2	0.2%
1462	2	0.2%
18	2	0.2%
Other values (810)	841	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
3	1	0.1%
4	1	0.1%
6	1	0.1%
7	1	0.1%

Value	Count	Frequency (%)
35785	1	0.1%
31499	1	0.1%
27757	1	0.1%
27386	1	0.1%
27258	1	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	ZAT	N_ORIGEN	N_DESTINO	ESTRATO	USO	CUPOS	PARQUEADEROS	20-24	25-59	5-19	60+	MEDIA	NINGUNA	POSGRADO	SUPERIOR	HOMBRE	MUJER
0	0	1	72.822671	72.822671	5.0	RESIDENCIAL	0.0	0.0	40.0	211.0	92.0	75.0	153.0	1.0	77.0	170.0	203.0	230.0
1	1	2	0.000000	0.000000	6.0	RESIDENCIAL	0.0	0.0	15.0	141.0	80.0	32.0	100.0	4.0	41.0	118.0	130.0	147.0
2	2	3	0.000000	0.000000	6.0	OTROS	0.0	0.0	34.0	180.0	63.0	58.0	128.0	2.0	26.0	114.0	172.0	176.0
3	3	4	0.000000	0.000000	0.0	OTROS	164.0	0.0	8.0	30.0	6.0	13.0	11.0	2.0	7.0	27.0	31.0	26.0
4	4	5	0.000000	0.000000	4.0	OTROS	0.0	0.0	4.0	21.0	7.0	2.0	15.0	0.0	0.0	3.0	19.0	17.0
5	6	7	460.092441	433.870206	2.0	COMERCIO	0.0	2.0	199.0	933.0	391.0	158.0	1065.0	30.0	17.0	508.0	880.0	918.0
6	7	8	0.000000	0.000000	0.0	OTROS	0.0	0.0	50.0	237.0	86.0	67.0	167.0	8.0	63.0	174.0	230.0	225.0
7	8	9	1525.677570	1347.161930	4.0	RESIDENCIAL	720.0	3.0	1830.0	9905.0	2836.0	3196.0	5414.0	226.0	2582.0	9184.0	8472.0	9972.0
8	9	10	0.000000	0.000000	0.0	BODEGAS	0.0	0.0	259.0	1233.0	413.0	606.0	638.0	33.0	429.0	1285.0	1197.0	1376.0
9	10	11	4731.699285	4751.436823	3.0	RESIDENCIAL	0.0	0.0	2880.0	14412.0	5171.0	3475.0	14590.0	358.0	1504.0	8712.0	13051.0	14387.0

Last rows

	df_index	ZAT	N_ORIGEN	N_DESTINO	ESTRATO	USO	20-24	25-59	5-19	60+	MEDIA	NINGUNA	POSGRADO	SUPERIOR	HOMBRE	MUJER
859	901	1052	0.000000	0.000000	0.0	OTROS	17.0	68.0	43.0	9.0	101.0	4.0	1.0	26.0	65.0	88.0
860	902	1053	0.000000	0.000000	0.0	OTROS	2.0	27.0	14.0	4.0	22.0	0.0	0.0	4.0	24.0	29.0
861	908	1059	0.000000	0.000000	0.0	OTROS	4.0	21.0	7.0	2.0	15.0	0.0	0.0	3.0	19.0	17.0
862	912	1063	0.000000	0.000000	4.0	OTROS	4.0	21.0	7.0	2.0	15.0	0.0	0.0	3.0	19.0	17.0
863	914	1065	90.341337	90.341337	0.0	OTROS	127.0	557.0	284.0	81.0	751.0	16.0	9.0	235.0	553.0	591.0
864	916	1067	0.000000	0.000000	2.0	RESIDENCIAL	4.0	89.0	46.0	5.0	72.0	1.0	4.0	57.0	91.0	64.0
865	917	1068	0.000000	0.000000	0.0	OTROS	2.0	75.0	35.0	2.0	51.0	1.0	4.0	49.0	76.0	49.0
866	918	1069	0.000000	0.000000	0.0	UNIVERSIDADES Y COLEGIOS	25.0	261.0	167.0	31.0	189.0	3.0	107.0	172.0	243.0	266.0
867	919	1070	39.686473	39.686473	6.0	UNIVERSIDADES Y COLEGIOS	163.0	1034.0	604.0	108.0	680.0	39.0	423.0	596.0	977.0	1042.0
868	921	1141	0.000000	0.000000	1.0	RESIDENCIAL	550.0	2095.0	1173.0	316.0	3311.0	111.0	11.0	512.0	2149.0	2352.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows